{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.5"},"colab":{"name":"train_log_analysis.ipynb","provenance":[],"collapsed_sections":[]}},"cells":[{"cell_type":"markdown","metadata":{"id":"j79WXaM0UssD"},"source":["# Environment"]},{"cell_type":"code","metadata":{"id":"i8SWjZbURLPV","executionInfo":{"status":"ok","timestamp":1627244434681,"user_tz":-60,"elapsed":4,"user":{"displayName":"Martin Marek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhPMe9bH4uZG5V-exmgiiZJtm58T0EKUuVCQ0ONxck=s64","userId":"04932572550491068578"}}},"source":["import os\n","import io\n","import json\n","import requests\n","import zipfile\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","\n","from collections import defaultdict\n","from collections import namedtuple\n","from glob import glob"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"ju3ThbheRLPW","executionInfo":{"status":"ok","timestamp":1627244435551,"user_tz":-60,"elapsed":873,"user":{"displayName":"Martin Marek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhPMe9bH4uZG5V-exmgiiZJtm58T0EKUuVCQ0ONxck=s64","userId":"04932572550491068578"}}},"source":["# download the training logs\n","logs_dir = 'training_output'\n","if not os.path.exists(logs_dir):\n","    r = requests.get(\"https://storage.googleapis.com/pd-datasets/paper_training_output.zip\")\n","    z = zipfile.ZipFile(io.BytesIO(r.content))\n","    z.extractall(logs_dir)"],"execution_count":2,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"FQTSubjPRLPW"},"source":["# Plot a single model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"GJ6HdHnxRLPX","executionInfo":{"status":"ok","timestamp":1627244446502,"user_tz":-60,"elapsed":590,"user":{"displayName":"Martin Marek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhPMe9bH4uZG5V-exmgiiZJtm58T0EKUuVCQ0ONxck=s64","userId":"04932572550491068578"}},"outputId":"be5eeba3-cbfd-4823-919d-c2817c24aba8"},"source":["model_name = 'FasterRCNN_FPN_800_square'\n","train_log = pd.read_csv(f'{logs_dir}/{model_name}_0/train_log.csv')\n","va = train_log.valid_accuracy.tolist()\n","plt.plot(va, label=model_name)\n","plt.xlabel('Epoch')\n","plt.ylabel('Validation acc. (%)')\n","plt.show()"],"execution_count":3,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAY4AAAEGCAYAAABy53LJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9d3hkZ3n//bmnq2tXdXuvLrs263WB9dprIKa4QoiNAVMdTEjyvsS84FAS/IvjgCGkYJIAWbDB4BgDxknsn8G9YHuLt9ler3a9TVukVdeoTH/eP845M0fSNEkzkmbm+VyXLmtOm2fWmnOf+/7eRZRSaDQajUaTLY7pXoBGo9FoCgttODQajUYzLrTh0Gg0Gs240IZDo9FoNONCGw6NRqPRjAvXdC9gKqivr1eLFy+e7mVoNBpNQbFz585OpVTD6O0lYTgWL17Mjh07pnsZGo1GU1CIyLFk2/MaqhKRK0XkgIgcEpEvJ9m/SESeFJG9IvKMiMy37fuWiLwuIvtF5F9ERMztz5jX3G3+NObzM2g0Go1mJHkzHCLiBO4B3gOsBW4UkbWjDvs2cJ9S6lzgDuAu89xLgLcD5wJnAxcAm23n3aSUWm/+nMnXZ9BoNBrNWPLpcWwEDimlDiulQsADwDWjjlkLPGX+/rRtvwJ8gAfwAm6gPY9r1Wg0Gk2W5NNwzANaba9PmNvs7AGuN3+/DqgSkTql1EsYhuS0+fO4Umq/7bwfm2Gqr1khrNGIyC0iskNEdnR0dOTi82g0Go2G6U/HvQ3YLCK7MEJRJ4GoiCwH1gDzMYzNFhHZZJ5zk1LqHGCT+fPRZBdWSv1AKbVBKbWhoWFMUoBGo9FoJkg+DcdJYIHt9XxzWxyl1Cml1PVKqfOAr5jbejG8j5eVUgNKqQHgMeBic/9J879+4OcYITGNRqPRTBH5NBzbgRUiskREPMANwCP2A0SkXkSsNdwObDV/P47hibhExI3hjew3X9eb57qB9wOv5fEzaDQajWYUeTMcSqkI8HngcWA/8KBS6nURuUNErjYPuww4ICItQBNwp7n9IeAtYB+GDrJHKfXfGEL54yKyF9iN4cH8MF+fQaPRFAfPH+zgtZN9U/JeoUiMh3aeYDgUnZL3mw6kFOZxbNiwQekCQI2mNOkbCnPRXU+yek4Vv/nc2/P6XrGY4v/5r908sucUX3nvGj5z6dK8vl++EZGdSqkNo7dPtziu0Wg0eeX+bccYDkfZ3dpL50Awr+9112P7eWTPKXxuB0++WbwVBNpwaDSaoiESjY14HYrEuPcPR1k4uxyl4Ok381cv/KPnD/PD549w88WL+OTbl7D9aA99Q+G8vd90og2HRqMpCmIxxaXfeprbf70XKwT/P3tP0d4f5BvXnEVTtZen8mQ49p/u5+/+dz/vPaeZr191FlesaSIaUzx7sDhryLTh0Gg0RUFrzxCn+gL8Ylsr3/ldC0opfvj8EVY0VnLZyga2rG7iuZYOgpHci9YvH+4C4OvvPwunQ1i/oJbZFR6e2l+c4SptODQaTVFwoM0PwAWLZ/G9pw/xV7/cw/7T/Xx60xJEhHeuaWQwFGXbke6cv/fu1l6aq3001/gAcDqEy1c18vSBjjHhs2JAGw6NRjNp/nvPqXHpB7uO9/BPT7RkfVMNhKPc9dh+ugdDKY9paTcMx49uvoB3rmnk16+epL7SwzXrjU5Hlyyrx+ty8OT+zOvcfrSb7z11kGgsu6zT3a29rFtQM2LbFWsa6RsO8+rx3qyuYfFf24/zlw/siv88uL0180lTTEnM49BoNPnlHx57E5/bweWrM085eLOtn49t3YY/EOF0b4B/+MA5pGg5F+flw138x7OHcTsc3PZHq5Iec6B9gPmzyqgpc/OvN57PFx/aw+WrGvG5nQCUeZy8Y3k9T+xv52+uWpvyPfed6OPmrdsYCkU54w/yjavPSru+nsEQx7qGuOGChSO2b1pRj9spPLm/nY1LZqf9fBb3v3KMr/zmNZqrffjcDgLhGL/dfYpITPHhCxdmvsAUoT0OjUYzKfyBMCd7h3mrY5ATPUNpjz3ZO8zNW7dR7nHysYsX8V87WvnuEwczvocVhnpgeyvhFF5KS5ufVU1VgGEkvvfh8/nA2+aPOGbLmkZO9Axz8MxA0msc6xrkEz/ZxqxyDzduXMh9Lx3j+8+8lXZtu08YHsX6BbUjtlf53Fy4pI4ns/TEHn+9ja89/BpbVjfywpcu55kvXs7zX7qcy1Y18NWH9/H7N2aOXqINh6ak6BsOEwgXb0WvRSQao8Of35oFi5b2xE34uZbOlMf1DoXiT/L3fnIj37j6LD60YT7/8uRB7n8l6aC5OAfa/YhA50CQ370+9gYaisR4q2OAlc1Vaa+zxfSInkgiWncOBLl56zYiMcV9n9rIndeezTXr53L34wf45Y7U4aI9rb2IwDnza8bs27K6kUNnBjjWNZh2XTuOdvMXv9jFOfNr+d6Hz8PlNG7NbqeD7990PufMq+HzP3+Vx/adZndrL7tbeznTH0h7zXyiDYempLjxBy9z9+MHpnsZeednLx/jsrufZiAYyft7WdpChcfJsy3Jn65jMcWf/2IXx7uG+MFHN7C6uRoR4e+vO4fLVzXw9d++Tlea4ryWdj9vX1bPvNqypEbmaNcgkZiKexypmFNTxjnzanhgW+uIf5tINMbn7n+Vtv4A/3nzBSxrqMThEO7+4Dresbye23+9j1eP9yS95u7WXlY2VlHpHRv5f+eaJgAee60t5Zra+gLc8tOdzK0tY+vNGyj3jLxOucfF1o9fwJwaH7fe/yrX3vMi197zIu/71xeYrs4f2nBoSor2/gBHOtM//RUDu1t7GQxF2XtifMLsRDjQ5qfC4+SqdXN58VBX0lDS9585xPMHO/nGNWdx8bK6+HaX08FnNy8jGlPsbk2+1mhMcbB9gDVzqvjwhQv5w1tdvNUxMtRkhbJWZfA4AL76vjWc6Bnir3+9L37j/acnDrLtSDd3XX8Ob1s0K36sx+XgnpvOZ06tjz//+a4xBX1KKfa09o4JU1ksrCtn4+LZ/GLbcWJJhPZINMZf/GIXgXCUH35sA3WV3qTXqav08ts/ewc//vgF/PjjF/DxSxbT4Q9yZoq8ytFow6EpKQLhKF1pMnOKBSuGv6c1/439Wtr9rGiq4rJVDQwEI+walUX0yuEu/vH3LVy9bi43XLBgzPnnzK/B6RD2pDAcx7uHCEZirGyq4o83zMflEH7xyvExa3A6hKUNFRnXe+HSOr7wrpU8sucUD2xv5fmDHdzzzCE+tGE+1503f8zxNWVuvnfj+ZzxB7jtoT0jnvKPdw/RMxRmXQrDAXDTRQs51jXEi2+NDeP90xMH2Xa0mzuvO5vljZVp111T7uby1Y1cvrqRd59leDIH25NrNflGGw5NSRGIxNKGRIqBaExxyDQcu1uTh1dySUu7IUpfsrwep0NGhKu6BoL8xQO7WFRXwd9fnzx7qtzjYmVTFbtSGA67N9FY5eOPzm7mlztPjNCqDrT5WVJfgdflzGrNn7tsOZtW1PO3j7zOXz6wmxWNlXzj6rNTHr9uQS1ffs8afv9GOz9+8Wh8u+UlpfI4AK48u5nZFR7uf3mksctksNKxotHwrKwwoZ1QJP91I9pwaEqGcDRGNKboGihuj+NEj/GE7nU5UoZ/ckXnQJDOgRArm6uo9rk5f2FtXCAPRqL82c9fpWcozPc+fF5SDcBi/YIa9rT2Jo3Zt5jCuPVEftOFC+kbDvPInlPxYw60+zPqG3YcDuEfP7Se6jI3w6Eo93z4fMo86Y3OJ9++mHetbeKux/bzh0PGZ9zd2kuZ28nKptTegtfl5I83zOf3+9tp6zME7SOdg1kZrFTUV3qYVe4ekx32290nWX/H79h+NPdFjna04dCUDEHzSWw4HGUolH/ReLqwspz+6Kxm2vuD8ZtVXt7L8gbMm/bmlQ3sO9nHGX+ALzy4h5cPd/OtD5zLWXPHZhzZWb+glv5AJKn+dKDNz8LZ5XHR+OKldaxqqmLrC0dQSjEUinC8e4iV4zAcAA1VXn712Ut46NaLWZHFuSLCt/94HUvrK7nlpzt5/VQfu1t7OWdeTTwLKhUf3riQaEzxX9tb6fAH+djWVwD4j49uyGiwUq1lRWMVB0d5HC8c7GQoFOVTP9k+Zl8u0YZDUzLYQxvF7HUcPGPcMD5o1jDkM1x1wLw5rWw2nrg3rzTSXW/eup3/3Xua29+zmmvPm5fxOpZGkMxDOtDuH2EURIRPbVrCm21+XjjUyaEzAygFq5rTawTJWFhXntGo2akpc/OTT15Alc/Fx3+8nddP9bN+YeowlcWiugo2rajnF9uO84mfbKPTH2Lrxy9gSX1mTSYVK5oqOXhmYISXZhkyr9vJzVu3cbpveMLXT4c2HJqSYYThKGKB/FD7AHNqfGxcMhu3U1JqBxPhB8+9xc5jCUPU0u5nVrmbBjMb6Ky51dRVeNh/up9PvH0xt2Q5yGhFYxUVHucYgTwYiXKkc3BMGOqa9XNpqPLyo+ePxDWQ8XocE2VOTRn3fnIjwXCUUCTGuvmZDQfARy5aRFt/gP2n/Xz/pvPT6iLZsKKxkr7hcLxexx8Ic6hjgHeuaeInn7iA/kCEj2/dTt9w7lu7a8OhKRmCNtGwe7B4BfKWM36WN1bicztZO6c6ZbbSeBkKRbjrsTf52sOvxZ9yD7T5WdVcFRe9HQ7hc5cv59PvWMLX3pe6rcdonA7hnPk1YzyOwx2DRGNqTGGf1+Xk5osX8WxLB/+z9zRel4NFdRN/eh8vK5uq2PrxC7hkWR2X2NKL03HF6kauWjeXf/zQuqxas2SzBkhk0O070YdSsH5hLWfNreE/Pvo2BkORvBSCasOhKRnsHkdnkYaqYmZGlXVTWb+gln0n+rJu1pcOKyT0xul+XjrchVKKlvaBMd7Ap96xhK++fy0OR3ZGw2LdglreON0/ou25lTWUTPi+6cJF+NwOnm3pYEVTJc5xvt9k2bB4Nj//zEXMqvBkdbzL6eBfbzwv3nRxsiw3BXnr38hqfbLOrGB/+/J6nvqryzKm+U4EbTg0JUMgnPA4ilXjONEzTCAcY4V5s1i3oJbBUDSue9hRSnGiZyjr6mMrJORzO/jR80c42TvMQDCSsc1Htpy3oJZwVPHGqf4R7+l2SlItYFaFJ67jTFWYaibRUOmlttwdT4bYfbyXJfUV1JYnDJnHlZ9bvDYcmpLB/iRbrKEqy0CssHkcQNJw1feeOsQ7vvk0//xk5iaDYDzZelwObrl0GU+9eYbH9hltNMaTBpuOdUnW2tLuZ2l9Zcob4KfesdQIc83LXuAuFozMqkoOnfGjlFF5vy5Jv6x8oA2HpmQIloDHYT19WuGJJfUVVPtcY7SDB7e38p3ft9Bc7eOfnjjIL7YdH3Ot0bzZ5mdFYyU3X7wIr8vBd59oAcgqlTUb5tSU0VTtHbHWA+3+tB7NkvoKnvzCZm66cFFO1lBorGiqoqV9gNN9Ac74g5MW3LNFGw5NyWBpHB6Xg84izao6eMZPc7WPmjI3YDyVrltQy25b65Gn3mzn9t/sY9OKep6+7TIuW9XAV36zjycytO1uaTeE8LpKL9efP5+hUJQ5NYn3ygXr5tey54Sx1oFghNbuYValKa4DWFxfkbeQzEzHyqyyuv2uXzgrwxm5oTT/tTUFxWsn+/j0vdvpD0wurdDKqppXW5bTUNWhMwPc+rOdDE5BJ9rR/O/e0/ztI6/HG+gdbB9gxagb7XkLajnQ1s9V//oCV/3rC9z6s1dZO6eaf/vI2yjzOLnnw0bb7j/7+avxY66958URDRJ7h0K09wfjYalPvWMJkHttYf3CWo50DvL+f32e67//Yl7eo5iw/m1+ueMEHqeDNXOm5t9KTwDUzGj6hsPcev9OWruHefrNM5PKSLE8jnm1ZWO6q06G/9l7isdea+Oa9XO58uw5ObtuJiLRGH/3v29wui9AQ5WXWzcv49CZAW7YOLKR4DXnzePNNj8R07isaKzk9veuibcAqfAabbvvfHQ/vWb31xcPdfLgjlbONWsUrBCYFTZa3ljJX793dc7CVBZXnTuXva19hMwOu6uaq7koy3TXUsRKgth3so91C2qz7tU1WfJqOETkSuCfASfwI6XUP4zavwjYCjQA3cBHlFInzH3fAt6H4RX9HvhLpZQSkbcBPwHKgEet7fn8HJrpQSnFl3+1l1O9AWPWw4GOnBiOubU+th3pRimVdZ1BOqyY/LMtHVNqOJ568wyn+wIsb6zkO787QFO1j+FwdMwT+rKGSn7wsQ1pr1VX6eUfP7Q+/vrT927nmQMd8X+jA0nSYm+5dFkOP43Bgtnl/PtH35bz6xYrDVVeasrc9A2HWT9FwjjkMVQlIk7gHuA9wFrgRhFZO+qwbwP3KaXOBe4A7jLPvQR4O3AucDZwAbDZPOffgM8AK8yfK/P1GTTTy09fPsZjr7XxxT9axTvXNvHcwY6kMw2yxQpVza0tIxSN5WTIkTWPAeBZ80Y7Vdz/ynGaq3386rOXsKiugi//ai+QeAqdDJtXNnCiZzjeO6qlzU+V18WcGt+kr63JHVZmFZBV65NckU+NYyNwSCl1WCkVAh4Arhl1zFrgKfP3p237FeADPIAXcAPtIjIHqFZKvWx6GfcB1+bxM2imiZZ2P3/3P/u5fFUDt2xayuaVDXQOhHjjdH/mk1Ng1XHMrS0DcpNZZc1jOGdeDaf6AjkNgdl5eNdJHtp5IvG+XUM8d7CDGzYuoKbczfc+fF684M5quT0ZrJ5Tz7V0AInsplx4aJrckki9nhphHPJrOOYB9kG9J8xtdvYA15u/XwdUiUidUuolDENy2vx5XCm13zz/hO38ZNcEQERuEZEdIrKjo6Nj0h9GM7W8eKiTUDTG3113Dg6HsGlFA2CEgyZKIBLF43TQUGX0VcpFvyorTPUXV6wA4JkDuf9b6xkM8eVf7+W2X+7hQXP29c+3Hcchwg0XLATgrLk13P3Bc/nA+fOpKZ98ltPCunKW1FfwbEuHWSHu1yL1DOWqdXO47rx5LK4rn7L3nO6sqtuAzSKyCyMUdRKIishyYA0wH8MwbBGRTeO5sFLqB0qpDUqpDQ0NDbletybP+ANGGKnRvMk3VHk5a2715AxHOIrX5aC+wjQcORjotLu1F5/bweWrGljWUDGp9aXi/leOEQjHWDe/htt/vY/HX2/jlztauWJ1I8220NE16+fxnQ+ty9n7XrqinpcPd3OiZ5jeoXDGtFjN9HDJsnq++yfrp9QbzKfhOAnY0zvmm9viKKVOKaWuV0qdB3zF3NaL4X28rJQaUEoNAI8BF5vnz093TU1xMBCM4HM7cNvmHGxe2cCrx3rwTzAtNxiJ4XU7mV1ptGQYr8cRCEc51TuyTbV9HsPmlY1sO9I9oifWeOkcCI6Y4BaMRLn3pWNcurKB+z9zEWvmVPHZn+2kazDETRflt+ht86oGhsNRfvbKMYCctRbRFD75NBzbgRUiskREPMANwCP2A0SkXkSsNdyOkWEFcBzDE3GJiBvDG9mvlDoN9IvIRWKY148Bv83jZ9BME/5AmCrfyJDLpSsbiMQUf3ira0LXDISj+NwO6symdN3jNBxbXzzClu88wxm/MRgpFIkZ8xjMat3NqxoIRmK8fHhi64tEY7z3n5/nA//2h3hNyCO7T9HhD/Lpdyyh0uvixx/fyIJZ5SxtqGDT8voJvU+2XLS0Do/Twc/N+d65ai2iKXzyZjiUUhHg88DjwH7gQaXU6yJyh4hcbR52GXBARFqAJuBOc/tDwFvAPgwdZI9S6r/NfZ8DfgQcMo95LF+fQTN99AciVI0aNXr+wllUel0TDgcFw8Y4VZ/bSaXXRec4Q1WHOwYJhGP87CXjCfzNtn5CkVhclLxwyWy8LseE17fnRC9n/EH2nezj1vtfJRSJ8Z8vHGF1cxWbVhhGoqHKy2N/uYmHPnvJuLvPjpdyj4sLlszCH4hQX+mhzpy5odHktY5DKfUoRq2FfdvXbb8/hGEkRp8XBf40xTV3YKToaoqYgUCEKt/IP0+Py8HFy+p4rqVjQjUYwUgUn9sokJpd4Rl3VpU1gvWnLx/j1suWx9Nw1y0w8ud9bicXLq2LZyKNl2dbOnEIfPk9q/n7R9/kQ//xEm+2+bn7g+eO+KwVXhcVU3QP37yygRcPdbFKh6k0NqZbHNdME291DPDZn+6cVDw+nyQLVUGivuBwktnUmQiEY3HDUVfpGXeoqq0/wNwaHz1DYX716gl2tfZSX+llnpnea63vrY5BWruHxr2+Z1s6WLegllsuXcYX3rWS3a29NFR5uXr93HFfK1dYabk6o0pjRxuOEuXFQ53839fbOHQmP3UHk8UfiMRbYtg532zitn8C9RxWVhVAXYV33KGq9r4A7z6rmXPn17D1hSPsPt7L+gU1I7yBd69tQgR+ufNEmiuNpXswxN4TvWxeaWQA/vmW5Xz1fWv45gfOmbI2EslY2VTJn29Zzoc2LMh8sKZk0IajRLGetk+b4ZeZxkBwbKgKYJGZq36sa/xP9MGIzeOo8Iwrq2ogGMEfjNBc4+PTm5ZyuHOQw52DY9pYL5hdzuaVDTyw7TjhaCzF1cbywqFOlCJuOESET29aypbVTVlfIx+ICH/17lWsmVM9revQzCy04ShRrGZ2bf3ZG46dx7oZCk1NB1h/IJI0VFXhddFQ5eVY10RCVUZWFRihqp7BULyFybGuQQ6nqfq29I3mah/vPbs5Hp5al2T+wU0XLuKMP8iT+89kvbZnD3RQW+6ONxXUaGYy2nCUKJbH0Z6lx9E1EOSP//0lfrMr/2Uz0ZhK6XEALK4r5+gEPI5AJBoP+8yu8BCJKfoDYZRSfOIn2/nr3+xLeW67aWCba3y4nA4+e9kyqryupIZjy+pG5tb4uN+sf8iEUornDnbwjuX1Uz43W6OZCNpwlCg9Q+MLVZ3qDRBTRpvzfGM1H0xlOBbOrpiQxxEMx+IeR72ZWto5EOKlw10c7hhkMJg6UcDucQB89KJFbP/qO6lO4hU5HcINGxfy/MFOjmYh4u8/7afDH4yHqTSamY42HCVK3OPIMlRlhbQC4ezj9hMlk+FYXFdOe39w3GEzQxxPZFWB8e9wv1nglk6TaLN5HBaWXpKMP7lgAU6HZDWS1ar70IZDUyhow1Gi9JiGI1uNo63PaLURjOQ/fddqKZJM4wBYVF8BGJ1p7RztHCSapu16wCaOzzarx99s6+fx19oARrT6GE1bX4DacndaY2GnqdrHu9c28eCO1oz/Zs+2nGF1cxWN1bpluaYw0IajROmxxPEsQ1WWgQlOgcdhNThMlo4LxLuA2jOrTvUOc8U/PstvdyfXYGIxRSgSi6fjWqGqHzx3mEhMsX5BbXzqXDLa+gPxMFW2/MkFC+gZCvPy4e6UxyilePVYL5csy2/7EI0ml2jDUYIMh6IMh6NU+1wMBCNZDTRq6zNqHqaiYHAgkD5UtWi24XHYdY6dx3qIxhQHU9SlWEbB8hhmlRsex4meYS5ZVsfq5qqMHkfTOA2HNSfB8tZSrSsUjcVDZxpNIaANRwliCeNWbn42XoelhQTT3FxzRX+GUFVNuZvacveIzCqr/ceJnuQ3acvgWeK4x+Wg2jRMH7loEW6nI6PGMV6Po940Bmf6UxcaWpqR5QlpNIVAXntVaWYmljC+Zk41rxzppr3fmFudjtPmU3MuPI5f7TzBvz/7Vvz12fNq+O6fJOZdW6Gq6hQeB8CiupGZVbvjhiN5mm7iBp3QKOorvXjdTt61tomdx3pSehzhaIzOgeAIYTwbvC4nNWVuOtJUqAfNf09vltqJRjMT0I85JYhV/LfW9DiySclt789dqOqJ/e209QdY0VSJCDy8+yQR29N+XONIYzgW15VztNMwEuFojH0n+wA4mcLjsARqy+MA+PMrlnPntWfjdjpMjyO5sH7GH0Qpxm04wBhE1eFPYzhMY+XTHoemgNB/rSVI96hQVaaUXH8gHNdBchGq6h4MsWZONd+/6W185KJFKJUQ6wEGgmGcDqEszVP4oroKTvcNE4xEOdDmJxiJsbKpkjP+YFLjZnkc9qyo686bz7vPagaM0FUoGsMYZT+S0TUc46GhysuZNIYjEULTHoemcNCGo4A50pm+TUYqrFTcubU+asrcGTUOu2HJhcfRMxRitilO11ljXAcTN1e/2VI9Xdv0xXXlxJShaVhhqvedY3SRHT2lz77uVFqCx2m8VzKvoz1JDUe2ZPI4khk0jWamow1HAfO1h1/jtl/uGfd5lsZRU+amudqXMVRlZVRVeV05KQDsHgwzq8IQvq1sIvtsjFSdce0sqktkVu1p7WV2hYeLls4Gkgvk8ZBQihu0NaI2mUB+etIeRyCpJwNGGxTQ4rimsNB/rQVM50CQtzrG33qjdyhETZkbl9NBc40vY6jKquFYVF8+6QJApRS9Q6F4OqyVeWRvcZ6qwaEdq0vu0c4hdrf2sn5BLQtmG9uSGY7RWVWj8Zg37mQCeXt/AI/LQW15+jUlo6HKSyAcS5nyHNQeh6YA0YajgOkbDtM3HKZ3aHwDibqHwvHK6eZqX8bqccuwLJpdMWmPwx+MEImp+PvHQ1UjPI5wyhoOi7oKD5VeF6+d6uNQxwDrF9TSVO3D5ZCkmVWJUNX4PY62vgBzanzjnjgI0FhleCmpdI5MBk2jmYnov9YZQjga45p7XuSpN9uzPsdqODh6NsW9fzjKJ368LeV5PYMhZplPz001PjoHgvEbZmv3EJvvfpqD7f748af7hqktd1NT7p60x2HpK5bHUVPmxumQsRpHhlCViLCorpzfv96OUkZ7c6dDmFtbxskkGkciVJXB40hmOPrHX/xn0VBlGMZUOkcgosVxTeGhDccM4XRvgD2tvew+3pvV8eFojKGQcdM5OqpT7BP723n6QAddKeoHugcToaI5NT6USjwRP/baaY51DfH0gcQsiba+IM3VPnwu56Q9DktfsTQOh0PGzP/2BzN7HACL6yrwmyGg9eYci/mzytKGqlJ5HB5n6lBVW9/4i/8sGjMZDl0AqClAsvprFZENIvL/isjdInKHiHxIRGble3GlxIlew2voD2TX8e21InIAACAASURBVNXe3ny0x3Gw3ci02nuiL+m5vUMhZtlCVZBIOX2upROAPa2Jc9vNJ26v2zFpj8OqIbEMFxhhp06b4RjIQuOAhM6xtL6CGtODMgxHklCVaRC8GTyO0VlVSina+o1Q1USwPI5Uoaqg9jg0BUhawyEinxCRV4HbgTLgAHAGeAfwhIjcKyIL87/M4scqXLPabWTCbjjsHkd/IBzXLHa1JvdeuodCcY2hyWY4hkIRth0xGvLttp172ozx+1xOwlGVtgNtJiyPw3p/MCq4rVCVUiqejpuJxWZmlX2Y0rxao+X6aAMXzFAv4U7hcfQOhQlFYhMOVdWUufE4HRk9Dt80zhXXaMZLpm9nOfB2pVTSclwRWQ+sADIPHdCkxYrL+7P0OPpNwyEy0uOwvA0YefO3GA5FCYRjI0JVYMTxXz7cRSga47JVDTxzoIMz/gCzyj10DQZpqvbF9YFAOEpFBg0C4O7H36S2zMNnLl0a32b1yZplMxx1lR6OHx8yrx0jElNpq8YtFpoeh33u9/xZxkjXU70Blpjt18FeoZ3KcBjC92iNI56KO0GPQ0TiKbnJiIfQtDiuKSDS/rUqpe5JZTTM/buVUk/mflmlR9zjyHLCnuVxLG+oHGE4Dp0xRO1LltWxp7V3TP2AVTVuieO15W48Lgft/QGea+nE53bwmU3GjX5Pa9+IdhtWHD6b6vHjXUP82zNv8d97T418/8EQLoeMEL/rKrxxPcYfTN/g0M75C2dx62XLuHrd3Pg2y3CMDlcFwlEckjAQo0mEqkZ+NiujbKIeB0B9miLAYIbCRI1mJjKuv1YRuUpEnhGRl0Xkc/laVCkyXo/DMhznzq+lcyAYrxNoaR/A53bw/nPn0jccHjObO57VZD7xi4iRktsX4NmWDi5eWsf5C2fhdAi7W3sS7TZqfPEwTzbV41tfPEJMje2D1TMUprbcMyK1ta7Sw2AoynAomlWDQwuPy8GXrlw9wnuZb9ZyjO5ZZU3/S5VSm0oct8J+E9U4IH31eNCcETKRVF+NZrrIpHGsH7Xpo8DlwCXArZkuLiJXisgBETkkIl9Osn+RiDwpIntNgzTf3H65iOy2/QRE5Fpz309E5Iht3+g1FiSW4chW4+iPG44aIDGb4uCZAZY3VnLeQiN8s2dUuMoKFdk1huYaHzuP9XCkc5BLVzZQ5nGyurmKPa19I/o0ZWs4+obDPLijFadDRqT6gmG4ZleM9CasIsCuwWDGIU6ZaKrymrUcIw1HMBJLWyuRyuM43RdAJCFyT4SGNIYjEI5qYVxTcGTyOG4VkR+KSLP5uhX4KoZYfir1aSAiTuAe4D3AWuBGEVk76rBvA/cppc4F7gDuAlBKPa2UWq+UWg9sAYaA39nO+6K1Xym1O+OnnOHEYorTvcYNerwexzlxw2F4Fofa/axorGJlUxXlHucYnaN7VB0FGEbBMlzW3Ot1C2rZ09obb6feXJ19qOoX244zFIpy04ULUWpkKmq3rWrcwprG1zUQsg1xGn+VNoDL6WBOrS9pqCrdDTqVON41EGRWuSe+fyI0VHrpHgolLS4MhNMbNI1mJpJJ4/hT4HvAf4jI14GvAy8B+4CrM1x7I3BIKXVYKRUCHgCuGXXMWuAp8/enk+wH+CDwmFIq+aCFIqBjIEgoGqO23I0/EE7Z18hO33AYn9vBCnOOxtGuQfyBMKf6jNkaTodw9ryaMZlViQK8xI3ZEn4XzC6LC8rrF9TiD0b4w1tdeM12G9l4HKFIjJ+8eJRLltVx+apGYGS4qmdwrOGoq0w0OkzMG5/4qJj5teVjPI5AOJZWR4gbjlE392AklrZLbzY0VntRamR1fHxdEe1xaAqPjI86Sqk9SqlrgF3Ab4G5SqlHlFKpW34azMPwUCxOmNvs7AGuN3+/DqgSkbpRx9wA/GLUtjvN8NZ3RSRpDEFEbhGRHSKyo6OjI8NSpxfrJremuZqYgsFQZg2hbzhMTZmbKp+b+koPxzqHOGSOTV1pjiw9b0Et+0/1j0hN7RkKI2KkiVpYtRyXrmiIx9rPMzOVXjjYSbPZbsMbz6pK7XE8uu80bf0BPrNpaVxQtvfC6rHVkFjUVVj9qkJxj2syhmNekiLAYIYbtDdFHUcwkt7gZENDZeoiwGAGg6bRzEQyaRyfFZE/iMgfgArgSqBWRB4XkUtz8P63AZtFZBewGTgJxO9yIjIHOAd43HbO7cBq4AJgNvClZBdWSv1AKbVBKbWhoaEhB0vNH1aYaPUc44afTWZV/3AkfvNfVFfBse7BeCqu5YWsX1BLKBpj/+lE+5AeW4NDi7m1puFYmfh3WtpQSaXXRSiaqGGwqq7TFQHe99JRljdWsnllQyLV1/Q4lFL0DIXHaBz2DrnxsbHeiYWqwMisavcHRoSdAuFY2il7qUJVwXA0rn9MlMZqq1/V2JRc7XFoCpFM34jPKaUuwRDEv6iUiiil/gXDC7g2w7kngQW21/PNbXGUUqeUUtcrpc4DvmJus8dWPgT8RikVtp1zWhkEgR9jhMQKmpM2jwOy0zksjwOMCupjXUMcPOPH63LEu8RahXG7j/fEz+seTMzCsLh8dSN3XX8O71zTFN/mdEhceLc8El8Gj0MpxRun+9m8sgGHQ+KpvlZmUn8gQjSmxoSqyj0uyj1OumzZYdnUcaRi/qxylEqMuzXWHE37ZJ9KHM+Jx5Gm7UggHNXFf5qCI9M34qSI/DXwNeBNa6NSqkcp9YUM524HVojIEhHxYBibR+wHiEi9iFhruB3YOuoaNzIqTGV6IYgRU7kWeC3DOmY8J3uHqClzM8d88s8ms2qE4Zhdwem+AHtP9LGswdA3wEghbazyssfWeiRZqMjrcnLjxoXx8ywsw2N5DtaTcSqPw5i+F2OxWZhnT/WFhL4ye9T7g+F1dA0aoaoKj3PMWsZDopYjYTiMrKp0HodZADjK4whFYin7W2WLlTWW3HDEdPGfpuDI9Bd7DYYQ/gLwsfFcWCkVAT6PEWbaDzyolHrd7HVlCeuXAQdEpAVoAu60zheRxRgey7OjLn2/iOwz11UP/N141jUTOdkzzLzasngmkT9Lw1FtGo7F9caNesexHlY2VcaPERHWL6gdkVnVMxgeIYynw6rIbqoeZThSeBxWZpc1ZAkM4d3yOBLFh0kMR4WXzgFDHJ+MtwHJiwCNJ/uJiOPRSd/YvS4nteXupP2qgjkwTBrNVJPpGzpXKfXfqXaaT/3zlFInku1XSj0KPDpq29dtvz8EPJTi3KOMFdNRSm3JsOaC42TvMIvqKuJFb9mEqvqHw1T7EhoHQDSmWGEK4xYXLq3jd2+0c6DNz6rmKnqGQpw1tzqrdV24ZDZr5lSzcYkxWc8K2QRSeBxWz6zFdsNR7Ysbrt4k7UYs6is9nOoNUOVzTTgV1/6eInCyN6EpBCPpNQ5PinkcwUiM2RWT9wgaKpPXcgTDUZ2Oqyk4Mv3F3i0ivxKRj4nIWSLSKCILRWSLiPwf4EVgzRSss2hRSo3xODKJ49GYwh9MiONWaAgSwrjFdefNw+N08PNXjqGUMjSOJDfuZNSWe3jsLzdx9jxD68iUjnusaxCXQ+JiOyQ8DuO9jc81WmMBu8eRXYPDdLicDrPjbuJGncnjcDgEl0PGiuM58ggaq5P3q9IFgJpCJFMdxx9j6BurMIr5nsdIyf00RqfcLUqp3+d7kcVM33CYwVCU+bPK4jfMTK3VLcNiGY7ack/899Eex+wKD+89p5lfv3qSrsEQwUgs6RN/Nlg33lTi+NGuIebPKhuRsdVU7SMUidE7FLa1OxnrUdRVeugeDNE/HJ5w1bid+lFP+Jk0DjAE8tEeRygSm3RWFZgeR5L5KIEMFe0azUwk4zdUKfUGZsaTJvdYAu682jJ8bicelyOjON43ynCA4XXsb/OzcHb5mOM/ctEiHt59ivteOgaQtcYxGpfTgdMhKcXxY12DI/QNSAjrp/sCdA8ZDQ6TGYa6Si+RmOJEzzAXzRr7GcbL6DYfmbKqwNA5xnocmc8bz3qUUiP6UgXNHloaTSGhH3WmGauGY54p6Fb73Bk1Dsuw2A3HxiWzuXhpXdJspLctmsWqpip+/OIRILk4nS0+lyOpx6GU4ljn0IiwGTCiCNAaIJWsoV+iX1Vo0qEqMJ7wrVCVUiqrkJDb6SCUhwJAMGaPB8Kx+MRCC+1xaAoR/Rc7zZy0eRxgdIXNpHHEPQ6b5/CV963l3k8mL2kREW66aGHcIGWrcSTD53Ym1Th6hsL4g5ExHkezbd5HshoSi7qKRAOAnBgO2xN+JKaIqdTzxi28riQeR4bCwfGsB0am5IajMaIxpes4NAWHNhzTzMneYXxuR/xmXlWW2eNIFqrKxLXnzYv3XJqoxgHGzTVZk8N4RlX9SI+jscqLiBGq6hkMJ9U3IFE9DlA5iapxi4YqL8GI8YQfyDD9z8LtlCRZVbkJVVmzx8/0jwyfZbMujWamoQ3HFHO4Y4BN33qKh3cZRfRWRpUVvqn2ubLWOKrHkbZa7XNzzXpj4FFdHjwOq637wtkjPQ6300F9pZd2U+NIFSazG45ceRxgPOFbobVMBmC0OB6JxoipRKpuTtYzMFKwBz39T1N4TPgbKiKvKqXOz+ViSoEfPn+Y1u5hbvvlHmZXeDjZO8w8mxhc7XOPGX40mol4HAD/35WrefvyemonoXF43c6kGsfRziFEjA67o2muNlJye5NUrVvYQ1i50jjAMByWwcgUchotjufyxm79v7KHIeMehw5VaQqMCX8jtNEYP10DQX716kmuXjeX5Y2V3PqznbzVMRDXN8C4aWajcXicjnGLqrMrPFxlG7M6EYxQVXKPY25NWdIMoaZqH6f7ho0GhymMlsvpiGd75cvjyE4cT2I4cnBjt2a0D9rE8bgnpD0OTYGR1V+s2W/KZ3tdZrYE0YyDn758jFAkxl9csYJ7P7mR2nIPQ2YNh0V1Eo3j0X2nef1Uot9Uv9luZDrGjfrcjqQtR452DY3RNyzm1Pg40jloNDhMEyaz5nJMtnIcRhuO7OZ6e1yjPY7czQMv9zgRId7EEbTGoSlcsv1G/BKw3y2i5jZNlgTCUX760jG2rG5keWMlTdU+7v3kRtbMqeZCs6UHQJXXxXA4OiLW/uVf7eVfnjwYf200OJz8U/lE8LmdSVuOHO8eGpNRZdFc44vPuUhXQ2Kl5ObC46gpc+N2Ch0DwbjnkLEA0DlS4wjm0CMQMepX7A8FCY9GexyawiLbb6jLnOIHgFIqZHa81WTJw7uMyu1Pb1oS37a8sZLH/nLTiOOsxoX+QITZFR76A2H6AxFazFkbMHIWx1TjdY31OPqGw3QPhsbUcFhYtRyQPqMrlx6HiMSrx4NxLSGzx9E3nKjjsMJWHmduPIJKr2tEqCqoPQ5NgZLto06HraMtInIN0JmfJRUfsZjiRy8cYe2cai5eOnrA4UjibUdMncOq8zjaNRgPbdhbqk81yTyO42ZX3NEZVRbNNsORSuMAqDeNSi5ajkCilsNab2ZxfGSvqmCW2VjZUul1jQxVRbTh0BQm2X4jPgv8tYgcF5HjGFP3/jR/yyoudhzr4dCZAT69aUlGXaLal/A4IGE4lCI+GtbeUn2q8bnGpuOmquGwsIoAIX3x4dzaMjxOB9U5CsNZ1eMJcTxzy5ERoaq4wcmR4fCNMhxZrkujmWlk9Q1VSr0FXCQilebrgQynaGzsONYNwJbVjRmPTTQ6ND2O3sQwogNtfs6eVzOtHofXPbYAMFHDkdlw1KbROD5y0SLevrw+Z72bGqq87DvZFzcAmdJePaOKG3OZVQVjPY6E+K49Dk1hkW1W1d+LSK1SakApNSAis0Sk4AcoTRW7j/eypL4iq/qJhMaRMBwelwOP00FLu59YTNEfmOZQ1RiPY4imai/lnuTPIZVeF5VeF25n8gaHFhVeV7yFey5oqPLSNRhiKJSd5zBGHM9hVhWYhiOgPQ5N4ZPtX+x77LPAlVI9wHvzs6TiY8+JXtbNz+6GmNA4EqGqebVlLGus5EC7H38wglLjL/7LFVaTQ6USIvLxrtQZVRbNNT5mlSdvcJgvGqq8RGOK0+ZAp2w8DrvhsPSOXLRVh7HiuC4A1BQq2X4jnCIS70InImWAN83xGpPTfcO09wfjY1gzYXkcVqjqRK9hOFY1VdLS5o+L5tOlcXjjc8cTN9hj3YMsShGmsphbWxbPmpoq6s33s0bIZlUAmDRUlRvDUeF1jeiOm21hokYz08hWhbwfeFJEfmy+/gRwb36WVFzsPm44ausXzsrq+EqPC5HEMKeTPcNcsbqRRfXlPLz7VHx+x3Sm40JiMJJSiq6BULzgLhVffd+aeMhoqrDW1Gr+m2UzjyNsa6ueqOPIzY29ymd4HNZMjlyHwjSaqSJbcfybIrIXuMLc9H+UUo/nb1nFw+4TvXicDtbMqcp8MMYIU6NQLEwgHKVzIMi8WWWsbjbO33HUENqnU+MAswahzM1gKEokptKK3gArm7L7/LnE6lfV2j2Ex+nAkWRWiR2Py2g5kq8be4XXRUzBcDhKucdFIBzLal0azUwj67xHpdRjwGN5XEtRsvt4L2vmVo8rc6ba56Z/OMKp3sSsDuvGu800HOPpjJtLEnPHjafx3iGjLrS2bObVg1oexxl/MKtqdI/TuIGHowqPS+KhqlxqHAADgYhpOKK6T5WmIMk2q+oiEdkuIgMiEhKRqIj053txhU40pth3so/1WQrjFlU+w+OwTwecV1tGhcfJq8d6gJFDnKaSRKjKeBrvHTI0l0wex3RQ4XVR7jEMXTY6gmUgLIE81xqHZbwsnSMYyTyVUKOZiWT7jfgecCNwECgDPg3ck69FFQsHz/gZCkVZvzA7Ydyi2uemPxAeMR1QRFjZXMWgqRNMd6gq4XFYhmPmeRyQ8Dqyufm7zbkblkAe9zhyMI8DoMIzskNuMJybsbQazVST9V+tUuoQ4FRKRZVSPwauzN+yioO4ML4gO2HcorrMaIZ3sncYhyQK6FaZ4SqnQ6jwTM+TqlVzYLXL6B02Q1Uz0OOAhM4xMY/DmP6XqxTiSl8iVAXGv6H2ODSFSLYax5DZ1HC3iHwLOI2eHpiRPSd6qSlzp2z+l4oqn5sD7X5O9gzTXO2LPwlbOkfNNLVUh0SVc3C0xzFNHlAm6uOGI3uPw/I0cu0RWBqHFaoKhGO6+E9TkGT7V/tR89jPA4PAAuAD+VpUsbDreC/rFtSO+yZf7TM8jhO9w8yzzepY1ZwwHNNF3OOwNVyE6dNcMpEIVWXhcTjHahyeHBbnVY4a5hQIR3Xxn6YgycpwKKWOKaUCSql+pdQ3lFJfMENXaRGRK0XkgIgcEpEvJ9m/SESeFJG9IvKMiMw3t18uIrttPwERudbct0REXjGv+V8ztb37YDBCS7t/3MI4GB6HPxCJV41bWB7HdBX/gU3jMENVPYMhyj3OGdtvyTIc2TzZJ0JVRi1HKJJjj8MKVcXF8ZjOqtIUJHn7qxURJ4aA/h5gLXCjiKwdddi3gfuUUucCdwB3ASilnlZKrVdKrQe2AEPA78xzvgl8Vym1HOgBPpWvzzAZ9p3sI6YYtzAORvZNNKbMeeQJw1Ff6WF2hYfqHAw6mijxrCorVDUcnrFhKrAZjiwM21hxPLfpsvF0XO1xaAqcfD7ubAQOKaUOm0OgHgCuGXXMWuAp8/enk+wH+CDwmFJqSIyYzxbgIXPfvcC1OV95DnjprS4cAudnWTFux+5RzKtN6CMiwucuW8YH3zY/J2ucCKM9jt6hMDUzNKMKEuJ4NgbA8jhCtlBVLj0pr8uByyEJcTysxXFNYZJPwzEPaLW9PmFus7MHuN78/TqgSkRGTzq6AfiF+Xsd0KuUshr+JLsmACJyi4jsEJEdHR0dE/wIE+fZlg7WLaidUJqqvVjN7nEAfHrTUq5Zn/QjTwnWE7KVjts3HCoij8PQouzpuLkMVYnIiJkcgbAOVWkKk2wLAFeKyA9F5Hci8pT1k4P3vw3YLCK7gM3ASYx55tb7zgHOAcbd3kQp9QOl1Aal1IaGhoYcLDV7egZD7D3Ry6UrJva+9qpwu8YxE7BudPYCwJmaigs2cTybdNxR4ngoEs1Z1biFfSZHrj0ajWaqyDZY/kvg34EfYruxZ+AkRvaVxXxzWxyl1ClMj8McEvUBe/t24EPAb5RSYfN1F1ArIi7T6xhzzZnAC4c6iSnYvGpihmOExzHTDIfLyqoybq49M9xw1FUaHl82nkOyyvFcjbG1sM/kCIajOh1XU5Bk+62IKKX+bZzX3g6sEJElGDf3G4AP2w8QkXqgWykVA24Hto66xo3mdgCUUkpEnsbQPR4AbgZ+O8515Z1nWzqoKXOzbv74hXFIaBx1FR7KpqnQLxUigtflIBiOopQyQlUzWOPwupxcvW4uF2WY9Q5JxPFwjLqK3P772z0OXQCoKVSyfdz5bxH5nIjMEZHZ1k+6E0yP4PMYYab9wINKqddF5A4Rudo87DLggIi0AE3Andb5IrIYw2N5dtSlvwR8QUQOYWge/5nlZ5gSlFI819LBphX1OCfY9dTyOEbrGzMFrzlidSgUJRxVM1rjAPiXG8/jyrObMx43VhzPfRPCCnOYUzSmCEeVzqrSFCTZehw3m//9om2bApamO0kp9Sjw6KhtX7f9/hCJDKnR5x4lifCtlDqMkbE1I3mzzc8Zf5BLV05cV7E0jpkWprKwxsf2Ds/cBocTwZOkV1Wue0lV+ly09gwlWrbrUJWmAMl2HseSfC+kWHi2xcjg2jwJw+FzO6kpc7O0If041ukibjjMluo1M7Cl+kRwx8Xx/BQAAlSZGkd8+p9ucqgpQLIyHCLiBm4FLjU3PQP8h0201pg8e6CD1c1VNFX7JnWdX3/ukklfI194zbnjM7ml+kSIh6pMbyAfWU9WqCo+b1xrHJoCJNvHnX8D3gZ83/x5m7lNY2MwGGHHse5JeRsWyxoqc57Rkyt8bifBSDRuOGbNYHF8PLhtg5wg0R03l1R6XQyGovExutpwaAqRbO9MFyil1tlePyUie/KxoELm5cNdhKMqJ4ZjJuNzmx7HDG+pPl7s4rhSKi8ah5X40GOG+fQ8Dk0hku1fbVREllkvRGQp2ddzlAzHu4cAWDOneppXkl98bicBm8cxnd16c4nbkRDHw1GFUtkVDo6HCtOL7PQHAe1xaAqTbD2OLwJPi8hhQIBFwCfytqoCJS54FvnNwOty0DUQo284jM/tKJrP63AILocQjsbiKbm5mv5nYYUfOwdNj0NnVWkKkGyzqp4UkRXAKnPTAaVUMH/LKkwswbPYww9e0+PoGQxRWyQZVRYel4NQJEYwnJ90Wau1uvY4NIVMWsMhIluUUk+JyPWjdi0XEZRSv87j2gqOgNnbyDHBwr9CwedyEgzHjJbqRaJvWLidDsLRWHwKYD7EcYCuwWBerq/RTAWZPI7NGG3Pr0qyTwHacNjI9ajRmYrX7SAYidI3w/tUTQSPy0EoqmyGI/ctRwC6BoxQlfY4NIVIWsOhlPob89c7lFJH7PvMHlQaG8ES6T3kcznjWVVL6yunezk5xeM0Q1WR/IQd4xrHgA5VaQqXbL8Vv0qyLWmrkFImEI6VRLdTIx03OuNbqk8Et9MUx02PIx9t1QE6LY+jBDxUTfGRSeNYDZwF1IzSOaqBmVnWPI2UyihQr8tJJKboHgxRU2SGIy6O5ylUVTHK48h1uq9GMxVk0jhWAe8Hahmpc/iBz+RrUYVKMFIaE90sryoSU0VTNW4RF8fN1Opc///0uBx4XA785kwO7XFoCpFMGsdvgd+KyMVKqZemaE0FS6l4HPa4/ExvqT5eDHE8fxoHGI0OuyIhXA7BleM6EY1mKsi2AHCXiPwZRtgqHqJSSn0yL6sqUALhKOWemdlfKpfYb6bFp3GMDFXlWuMAo5ajazCkhXFNwZLtt+KnQDPwRxiDleZjhKs0NkpHHE/c8IqlpbqFxwxVhfKkcQBUmA8XpZC6rSlOsv3LXa6U+howqJS6F3gfcGH+llWYGN1Ui/8p0m4ci83jmIpQlVU9rj0OTaGS7bfCmrvRKyJnAzVAY36WVLgEwqUhjtuNY7EZDrdTCEdU3irHwdA4QPep0hQu2QbkfyAis4CvAY8AlcDX059SepRKAaD9hldsWVUel3NUVlUeQlWm4SiFRApNcZJtk8Mfmb8+S4Y546VMIBwriZuBZRy9ruLpjGvhdgpBW+V4rrvjQiJUpT0OTaGSqQDwC+n2K6X+MbfLKWyCkWhJ3Ays8E2xhanA+GyWOC6SmAqYSyq1x6EpcDJ5HFXmf1cBF2CEqcAoBtyWr0UVItGYIhxVJXEzsLyMYmupDmY6rtkd1+tyIJJHw1ECDxma4iRTAeA3AETkOeB8pZTffP23wP/mfXUFhDWLoxRuBpbhKLZ2I2BWjkcsw5Gfh4CE4Sj+hwxNcZLtXa4JCNleh8xtGpOE4Sj+m4HVJmNWERoOj8tBOKrM1Or8PARYhkPXcWgKlWyzqu4DtonIb8zX1wI/ycuKCpR8pm/ONLwlEKoKhGN5qRoHXcehKXyy+mYope7EmDHeY/58Qil1V6bzRORKETkgIodE5MtJ9i8SkSdFZK+IPCMi8237ForI70Rkv4i8ISKLze0/EZEjIrLb/Fmf3UfNL6XocRSrOA4wGIzk3eMohb8VTXGSKauqWinVLyKzgaPmj7VvtlKqO825TuAe4F3ACWC7iDyilHrDdti3gfuUUveKyBbgLuCj5r77gDuVUr8XkUogZjvvi0qpGTUPJGDm/ZeCxuFyOviLK1bw7rXFF620sqj8gUjeNI4KXQCoKXAyhap+jtFWfSfGqFgLMV+nq+nYCBxSSh0GEJEHgGsAu+FYC1gpv08DD5vHrgVcSqnfAyilBrL5MNNJwGpRUSJPkV9418rpXkJecJt1GwPBSN5u7FVWHUcJZOBpipO03wyl1PvNKfQumQAAEUdJREFU/y5RSi21/SxRSmUqBJwHtNpenzC32dkDWAOirgOqRKQOWInR3uTXIrJLRO42PRiLO83w1ndFxJvszUXkFhHZISI7Ojo6Mix18sQrjUtA4yhmLF1jYEpCVfpvRVOYpP3LFZHz0/3k4P1vAzaLyC5gM3ASiGJ4QpvM/RdgeDYfN8+5HVhtbp8NfCnZhZVSP1BKbVBKbWhoaMjBUtNjeRw6bl3YWB6HPxDBkyePYFa5h2qfiwWzyvNyfY0m32QKVX0nzT4FbEmz/ySwwPZ6vrktcQGlTmF6HKaO8QGlVK+InAB228JcDwMXAf+plDptnh4UkR9jGJdpJ2iJ4zr8UNB44x5HOG8eR5nHySt//U7tcWgKlkwFgJdP4trbgRUisgTDYNwAfNh+gIjUA91KqRiGJ7HVdm6tiDQopTowDNQO85w5SqnTYpT0Xgu8Nok15oxSEseLGcvjCIRjeQ07lnn0A4amcMl6XJ3ZTn0tIycA3pfqeKVUREQ+DzwOOIGtSqnXReQOYIdS6hHgMuAuEVHAc8CfmedGReQ24EnTQOwEfmhe+n4RacAQ6HcDn832M+STYImJ48WK29bUUIvXGk1ysjIcIvI3GDf5tcCjwHuAFzBSZlOilHrUPN6+7eu23x8CkqbVmhlV5ybZni48Nm3EPQ4tjhc09qI/nS6r0SQn22/GB4ErgDal1CeAdRjDnDQmpVQAWMzYu+Hmo6W6RlMMZPvNGDZ1iIiIVANnGCl8lzwBnY5bFHi1x6HRZCRbjWOHiNRi6Aw7gQHgpbytqgAJRqK4HIJLP6UWNFrj0Ggyk6nlyD3Az5VSnzM3/buI/F+gWim1N++rKyAC4ZgOUxUBIw2HfgjQaJKRyeNoAb4tInOAB4FfKKV25X9ZhUcgEtWpuEXACHFcGw6NJimZWo78s1LqYoyq7i5gq4i8KSJ/IyLF2axoggTD+Rv8o5k6PNrj0Ggykm1b9WNKqW8qpc4DbsQovNuf15UVGIESmTde7Iz0OPSDgEaTjKzudCLiEpGrROR+4DHgAInmhBqMliO63UjhM0Lj0A8CGk1SMonj78LwMN4LbAMeAG5RSg1OwdoKCkMc1zeaQsdex6FDVRpNcjKJ47djzOT4K6VUzxSsp2AJRqI6q6oIsIeq8jU6VqMpdDI1OZyR7T1mIoFwLD5nQVO4uB1a49BoMqEfqXJEIKw9jmLA4ZB4uEqHqjSa5OhvRo4I6FBV0WAJ5Nrj0GiSow1HjghqcbxoiBsO/f9To0mK/mbkiEA4qp9QiwRLFNfdcTWa5OhvRo4IRGL6CbVI8GiPQ6NJi/5m5IBYTBGKxHQBYJFgeRzag9RokqMNRw4IRa154/pGUwzorCqNJj36m5EDrOl/+kZTHCSyqvT/T40mGfqbkQPi88a1x1EUeFwOHIIeyqXRpEB/M7LkR88f5taf7Uy6LzFvXP9zFgNup0PrGxpNGvSdLkueP9jJY6+1cap3eMy+YER7HMWE1+XQGVUaTRr0tyNL2voCADz55pkx+7TGUVwYHof+f6nRpEJ/O7Kkrd8wHE/tbx+zLxGq0h5HMeDRoSqNJi26nWsWBMJR+obDeFwOXnyri6FQhHJP4p8uEA9VaTtcDKxfWEuF7nSs0aQkr3c6EblSRA6IyCER+XKS/YtE5EkR2Ssiz4jIfNu+hSLyOxHZLyJviMhic/sSEXnFvOZ/iYgnn58BEmGq958zh1AkxouHukbsD8ZDVfoptRj47OZlfOdD66Z7GRrNjCVvhkNEnMA9wHuAtcCNIrJ21GHfBu5TSp0L3AHcZdt3H3C3UmoNsBGwxIVvAt9VSi0HeoBP5eszWJw2DcdV6+dS5XXx1Jsjw1Xa49BoNKVEPu90G4FDSqnDSqkQxtjZa0YdsxZ4yvz9aWu/aWBcSqnfAyilBpRSQyIiwBbgIfOce4Fr8/gZAGg39Y0Fs8q5dGUDT+4/Qyym4vsD2uPQaDQlRD4Nxzyg1fb6hLnNzh7gevP364AqEakDVgK9IvJrEdklInebHkwd0KuUiqS5JgAicouI7BCRHR0dHZP6IJYw3lzjY8vqRs74g7x+qj++P6jFcY1GU0JMd2zlNmCziOwCNgMngSiGaL/J3H8BsBT4+HgurJT6gVJqg1JqQ0NDw6QW2dYXoNLrotLr4vLVjYjAE7bsqqAOVWk0mhIin3e6k8AC2+v55rY4SqlTSqnrlVLnAV8xt/VieBK7zTBXBHgYOB/oAmpFxJXqmvmgrS9Ac40PgNkVHs5fOIsnbTqHDlVpNJpSIp+GYzuwwsyC8gA3AI/YDxCRehGx1nA7sNV2bq2IWK7CFuANpZTC0EI+aG6/GfhtHj8DYISqmqt98dcbl8xm/2k/UVPnCIRjOCTRVVWj0WiKmbwZDtNT+DzwOLAfeFAp9bqI3CEiV5uHXQYcEJEWoAm40zw3ihGmelJE9gEC/NA850vAF0TkEIbm8Z/5+gwW7f0BmmyGY26Nj2hM0TUQBAyPw+d2Ymj3Go1GU9zktcpJKfUo8OiobV+3/f4QiQyp0ef+Hjg3yfbDGBlbU0I0pjjjDzKnJmE4LCPS1h+gsdpHMBLTwrhGoykZtJqbgc6BINGYoslmOCy9wyoMDISj+HRvI41GUyLou10GLONg1ziabR4HWPPGtceh0WhKA204MnA6ieGoq/TicsgIj0N3U9VoNKWCvttloN1W/GfhdAiNVd64x6E1Do1GU0pow5GBtv4AbqdQVzGyl2JTjW+kxqGL/zQaTYmg73YZaO8L0Fjlw+EYmWo7p8aX8DjCUV38p9FoSgZtODJw2lY1bqep2vA4lFIEwjHtcWg0mpJB3+0y0D6qatyiudrHUCiKPxghGIlqjUOj0ZQM2nCkQSlF26iqcQvLC2nvCxgehw5VaTSaEkEbjjT0ByIMhaIjqsYt7LUcgUgUrw5VaTSaEkHf7dJgpeI2JTMcturxYFin42o0mtJBG440JKsat4j3q+ozPA7dckSj0ZQK+m6XhvjkvySGw+d2MqvcTWvPEEqhW45oNJqSQRuONFgeR2O1N+n+pmofRzuHAHTLEY1GUzLou10a2voDzK7wpNQvmmt8HO0aBPS8cY1GUzpow5GG9r7kqbgWc2p8nPEbw5y04dBoNKVCXgc5FTqf2rSEoWA05X67UdGV4xqNplTQhiMNlyyrT7vfLprrXlUajaZU0I/Jk8Dew0p7HBqNplTQd7tJMNJwaI9Do9GUBtpwTAJ7qEr3qtJoNKWCNhyToKbMHa/f0L2qNBpNqaDvdpNAROINELXHodFoSgVtOCaJlZKrxXGNRlMq6LvdJLEEct2rSqPRlAracEySuOHQvao0Gk2JkNcCQBG5EvhnwAn8SCn1D6P2LwK2Ag1AN/ARpdQJc18U2GceelwpdbW5/SfAZqDP3PdxpdTufH6OdHzw/PnUlqXuZ6XRaDTFRt4Mh4g4gXuAdwEngO0i8ohS6g3bYd8G7lNK3SsiW4C7gI+a+4aVUutTXP6LSqmH8rX28bCiqYoVTVXTvQyNRqOZMvIZX9kIHFJKHVZKhYAHgGv+//buNUbOqo7j+PcXCqGAodc0tQVapRHrhUvWpIpRUn0BShTRWBAjaTBEglqNKFRfGI3ES4zUqiFWbn3REA2iNr5ASVvFRKlubSkt1WhqlWJLt9HWa5TCzxfnDI7bHbrj7nToM79PMpk5Z2Z2z8l/M/95zvPs+Y96zWJgY328aYznIyLieaaXiWMe8Hhbe2/ta/cIcGV9/DbgBZJm1vapkoYlPSzpilHvu1XSdkm3SRqzWIak6+v7h0dGRiY4lYiIaOn3Gd2bgNdL2ko5b/EE0NqO9hzbQ8C7gFWSXlz7VwLnAa8CZgA3j/WDba+xPWR7aPbs2b2cQ0TEQOll4ngCOKutPb/2Pcv2H21faftC4BO171C9f6Le7wZ+BFxY2/tc/Au4m7IkFhERx0kvE8cvgEWSFko6BbgKWN/+AkmzJLXGsJJyhRWSpreWoCTNAi4GHqvtufVewBXAjh7OISIiRunZVVW2j0h6P/ADyuW4d9neKenTwLDt9cAlwGclGXgIuLG+/aXA1yU9Q0lun2u7GmudpNmAgG3A+3o1h4iIOJps93sMPTc0NOTh4eF+DyMi4oQiaUs91/w/+n1yPCIiTjADccQhaQT4/f/59lnAwUkczoliEOc9iHOGwZx35jw+59g+6rLUgUgcEyFpeKxDtaYbxHkP4pxhMOedOU9MlqoiIqIrSRwREdGVJI5jW9PvAfTJIM57EOcMgznvzHkCco4jIiK6kiOOiIjoShJHRER0JYnjOUi6VNKvJf1W0i39Hk8vSDpL0iZJj0naKWlF7Z8h6UFJv6n30/s91skm6SRJWyV9v7YXStpc4/3Nusdao0iaJuk+Sb+StEvSq5sea0kfrn/bOyTdK+nUJsZa0l2SDkja0dY3ZmxVrK7z3y7pom5+VxJHB20VDC+jFJy6WtLi/o6qJ44AH7G9GFgC3FjneQuwwfYiYENtN80KYFdb+/PAbbbPBf4MXNeXUfXWl4EHbJ8HnE+Zf2NjLWke8EFgyPbLKfvmXUUzY30PcOmovk6xvQxYVG/XA7d384uSODobTwXDE17dpv6X9fFfKR8k8yhzXVtftpayE3FjSJoPvBm4o7YFLAVaJYmbOOczgdcBdwLY/nctY9DoWFM2c50qaQpwGrCPBsba9kPAn0Z1d4rtWyllu237YWBaa+fx8Uji6Gw8FQwbRdICSt2TzcAc2/vqU/uBOX0aVq+sAj4GPFPbM4FDto/UdhPjvRAYAe6uS3R3SDqdBse61vX5IvAHSsI4DGyh+bFu6RTbCX2+JXEEAJLOAL4NfMj2X9qfc7lmuzHXbUu6HDhge0u/x3KcTQEuAm6vxdP+zqhlqQbGejrl2/VC4IXA6Ry9nDMQJjO2SRydHbOCYVNIOpmSNNbZvr92P9lWNGsucKBf4+uBi4G3SNpDWYJcSln7n1aXM6CZ8d4L7LW9ubbvoySSJsf6jcDvbI/Yfgq4nxL/pse6pVNsJ/T5lsTR2TErGDZBXdu/E9hl+0ttT60Hrq2PrwW+d7zH1iu2V9qeb3sBJa4bbV8DbALeUV/WqDkD2N4PPC7pJbXrDZTKmo2NNWWJaomk0+rfemvOjY51m06xXQ+8p15dtQQ43LakdUz5z/HnIOlNlLXwVgXDW/s8pEkn6bXAT4BH+e96/8cp5zm+BZxN2ZL+nbZHn3g74Um6BLjJ9uWSXkQ5ApkBbAXeXWvbN4akCygXBJwC7AaWU75ANjbWkj4FLKNcQbgVeC9lPb9RsZZ0L6Wq6izgSeCTwHcZI7Y1iX6Vsmz3D2C57XFXu0viiIiIrmSpKiIiupLEERERXUniiIiIriRxREREV5I4IiKiK0kcEZNA0tOStrXdJm2jQEkL2nc8jei3Kcd+SUSMwz9tX9DvQUQcDzniiOghSXskfUHSo5J+Lunc2r9A0sZaC2GDpLNr/xxJ35H0SL29pv6okyR9o9aV+KGkqX2bVAy8JI6IyTF11FLVsrbnDtt+BeU/dVfVvq8Aa22/ElgHrK79q4Ef2z6fso/Uztq/CPia7ZcBh4C393g+ER3lP8cjJoGkv9k+Y4z+PcBS27vrZpL7bc+UdBCYa/up2r/P9ixJI8D89u0v6nb3D9ZiPEi6GTjZ9md6P7OIo+WII6L33OFxN9r3UXqanJ+MPkriiOi9ZW33P6uPf0rZmRfgGspGk1DKe94Az9ZEP/N4DTJivPKtJWJyTJW0ra39gO3WJbnTJW2nHDVcXfs+QKnE91FKVb7ltX8FsEbSdZQjixsolesinjdyjiOih+o5jiHbB/s9lojJkqWqiIjoSo44IiKiKzniiIiIriRxREREV5I4IiKiK0kcERHRlSSOiIjoyn8AQ0HqxM/2IrkAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"qXrfLdnwRLPX"},"source":["# Load all training logs"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iXKahUnhRLPY","executionInfo":{"status":"ok","timestamp":1627244448865,"user_tz":-60,"elapsed":215,"user":{"displayName":"Martin Marek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhPMe9bH4uZG5V-exmgiiZJtm58T0EKUuVCQ0ONxck=s64","userId":"04932572550491068578"}},"outputId":"64ced97d-6070-4067-8390-954d1197a4eb"},"source":["# create dicts with model validation and test accuracies\n","va_dict = defaultdict(list)\n","ta_dict = defaultdict(list)\n","\n","# iterate through model directories\n","for model_dir in sorted(glob(f'{logs_dir}/*')):\n","    \n","    # get model id based on model directory\n","    model_id = model_dir.split('/')[-1]\n","    \n","    # split model_id into model_name and training_iter\n","    model_name, _ = model_id.rsplit('_', 1)\n","    \n","    # read validation accuracy from training logs \n","    train_log = pd.read_csv(f'{model_dir}/train_log.csv')\n","    va = train_log.valid_accuracy.tolist()\n","    \n","    # append logs if they're the first logs of the given model\n","    # or if they're of the same length as the previous logs\n","    # (avoid storing logs of a model that hasn't finished trainig yet) \n","    if len(va_dict[model_name]) == 0 or len(va_dict[model_name][0]) == len(va):\n","        # read test accuracy from test logs\n","        with open(f'{model_dir}/test_logs.json') as f:\n","            ta = json.load(f)['accuracy']\n","            \n","        va_dict[model_name] += [va]\n","        ta_dict[model_name] += [ta]\n","\n","# compute accuracy mean and SE for each model\n","Logs = namedtuple('Logs', ['va_mean', 'va_se', 'ta_mean', 'ta_se'])\n","logs = {}\n","for k, v in va_dict.items():\n","    # print number of training iters for each model\n","    print(f'{k}: {len(v)}')\n","\n","    # calculate the mean and standard error of valid. accuracy\n","    va = np.array(v)\n","    # va = np.array([ma(x, 10) for x in va])\n","    va_mean = np.mean(va, 0)\n","    va_se = np.std(va, 0) / np.sqrt(va.shape[0])\n","    \n","    # calculate the mean and standard error of test accuracy\n","    ta = np.array(ta_dict[k])\n","    ta_mean = np.mean(ta)\n","    ta_se = np.std(ta) / np.sqrt(len(ta))\n","    \n","    # save validation and test logs\n","    logs[k] = Logs(va_mean, va_se, ta_mean, ta_se)"],"execution_count":4,"outputs":[{"output_type":"stream","text":["FasterRCNN_FPN_1100_qdrl: 5\n","FasterRCNN_FPN_1100_square: 5\n","FasterRCNN_FPN_1440_qdrl: 5\n","FasterRCNN_FPN_1440_square: 5\n","FasterRCNN_FPN_800_qdrl: 5\n","FasterRCNN_FPN_800_square: 5\n","RCNN_128_qdrl: 5\n","RCNN_128_square: 5\n","RCNN_256_qdrl: 5\n","RCNN_256_square: 5\n","RCNN_64_qdrl: 5\n","RCNN_64_square: 5\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"zPmGS2c4RLPa"},"source":["# Compare models"]},{"cell_type":"code","metadata":{"id":"OoXLOojkRLPa","executionInfo":{"status":"ok","timestamp":1627244452222,"user_tz":-60,"elapsed":192,"user":{"displayName":"Martin Marek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhPMe9bH4uZG5V-exmgiiZJtm58T0EKUuVCQ0ONxck=s64","userId":"04932572550491068578"}}},"source":["def ma(x, w=10):\n","    \"\"\"Moving average.\"\"\"\n","    return np.convolve(x, np.ones(w), 'valid') / w"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":487},"id":"WbweQRHTRLPa","executionInfo":{"status":"ok","timestamp":1627244453889,"user_tz":-60,"elapsed":942,"user":{"displayName":"Martin Marek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhPMe9bH4uZG5V-exmgiiZJtm58T0EKUuVCQ0ONxck=s64","userId":"04932572550491068578"}},"outputId":"63cc0e39-0273-4612-b26e-9b2d5613e062"},"source":["fig, ax = plt.subplots(figsize=[12, 8])\n","for k, v in logs.items():\n","    epochs = np.arange(len(v.va_mean))\n","    plt.plot(epochs, v.va_mean, label=k, linewidth=2)\n","    plt.fill_between(epochs, v.va_mean-v.va_se, v.va_mean+v.va_se, alpha=0.5)\n","ax.legend()\n","ax.set_ylim([0.925, 0.99])\n","plt.show()"],"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"3iilZ6LZRLPb","executionInfo":{"status":"ok","timestamp":1627244455102,"user_tz":-60,"elapsed":5,"user":{"displayName":"Martin Marek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhPMe9bH4uZG5V-exmgiiZJtm58T0EKUuVCQ0ONxck=s64","userId":"04932572550491068578"}}},"source":["# create a dataframe with model accuracies\n","df = pd.DataFrame(columns=['Architecture', 'Pooling', 'Resolution', 'Valid. accuracy [\\%]', 'Test accuracy [\\%]'])\n","for i, (k, v) in enumerate(logs.items()):\n","    model_name, res, pooling = k.rsplit('_', 2)\n","    model_name = {'RCNN': 'R-CNN', 'FasterRCNN_FPN': 'Faster R-CNN FPN'}[model_name]\n","    pooling = {'qdrl': 'quadrilateral', 'square': 'square'}[pooling]\n","    va_str = f'{100*v.va_mean[-1]:.2f} $\\pm$ {100*v.va_se[-1]:.2f}' # valid. accuracy\n","    ta_str = f'{100*v.ta_mean:.2f} $\\pm$ {100*v.ta_se:.2f}' # test accuracy\n","    df.loc[i] = [model_name, pooling, res, va_str, ta_str]"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":421},"id":"GM2Waz8ORLPb","executionInfo":{"status":"ok","timestamp":1627244456939,"user_tz":-60,"elapsed":202,"user":{"displayName":"Martin Marek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhPMe9bH4uZG5V-exmgiiZJtm58T0EKUuVCQ0ONxck=s64","userId":"04932572550491068578"}},"outputId":"e353f22a-39dc-44d5-98dd-dfe854f90f24"},"source":["# sort the dataframe\n","df['Resolution'] = df['Resolution'].astype(int)\n","df = df.sort_values(['Architecture', 'Pooling', 'Resolution'], ascending=[True, False, False])\n","df"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Architecture</th>\n","      <th>Pooling</th>\n","      <th>Resolution</th>\n","      <th>Valid. accuracy [\\%]</th>\n","      <th>Test accuracy [\\%]</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>3</th>\n","      <td>Faster R-CNN FPN</td>\n","      <td>square</td>\n","      <td>1440</td>\n","      <td>98.58 $\\pm$ 0.07</td>\n","      <td>98.51 $\\pm$ 0.10</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Faster R-CNN FPN</td>\n","      <td>square</td>\n","      <td>1100</td>\n","      <td>98.54 $\\pm$ 0.11</td>\n","      <td>98.52 $\\pm$ 0.11</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Faster R-CNN FPN</td>\n","      <td>square</td>\n","      <td>800</td>\n","      <td>98.36 $\\pm$ 0.07</td>\n","      <td>98.31 $\\pm$ 0.08</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Faster R-CNN FPN</td>\n","      <td>quadrilateral</td>\n","      <td>1440</td>\n","      <td>98.34 $\\pm$ 0.10</td>\n","      <td>98.31 $\\pm$ 0.09</td>\n","    </tr>\n","    <tr>\n","      <th>0</th>\n","      <td>Faster R-CNN FPN</td>\n","      <td>quadrilateral</td>\n","      <td>1100</td>\n","      <td>98.28 $\\pm$ 0.14</td>\n","      <td>98.00 $\\pm$ 0.08</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Faster R-CNN FPN</td>\n","      <td>quadrilateral</td>\n","      <td>800</td>\n","      <td>97.80 $\\pm$ 0.07</td>\n","      <td>97.97 $\\pm$ 0.14</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>R-CNN</td>\n","      <td>square</td>\n","      <td>256</td>\n","      <td>98.11 $\\pm$ 0.07</td>\n","      <td>97.62 $\\pm$ 0.07</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>R-CNN</td>\n","      <td>square</td>\n","      <td>128</td>\n","      <td>98.38 $\\pm$ 0.06</td>\n","      <td>97.97 $\\pm$ 0.07</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>R-CNN</td>\n","      <td>square</td>\n","      <td>64</td>\n","      <td>98.00 $\\pm$ 0.08</td>\n","      <td>97.73 $\\pm$ 0.13</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>R-CNN</td>\n","      <td>quadrilateral</td>\n","      <td>256</td>\n","      <td>96.39 $\\pm$ 0.15</td>\n","      <td>96.08 $\\pm$ 0.12</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>R-CNN</td>\n","      <td>quadrilateral</td>\n","      <td>128</td>\n","      <td>96.27 $\\pm$ 0.17</td>\n","      <td>96.63 $\\pm$ 0.15</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>R-CNN</td>\n","      <td>quadrilateral</td>\n","      <td>64</td>\n","      <td>95.87 $\\pm$ 0.11</td>\n","      <td>96.39 $\\pm$ 0.17</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["        Architecture        Pooling  ...  Valid. accuracy [\\%] Test accuracy [\\%]\n","3   Faster R-CNN FPN         square  ...      98.58 $\\pm$ 0.07   98.51 $\\pm$ 0.10\n","1   Faster R-CNN FPN         square  ...      98.54 $\\pm$ 0.11   98.52 $\\pm$ 0.11\n","5   Faster R-CNN FPN         square  ...      98.36 $\\pm$ 0.07   98.31 $\\pm$ 0.08\n","2   Faster R-CNN FPN  quadrilateral  ...      98.34 $\\pm$ 0.10   98.31 $\\pm$ 0.09\n","0   Faster R-CNN FPN  quadrilateral  ...      98.28 $\\pm$ 0.14   98.00 $\\pm$ 0.08\n","4   Faster R-CNN FPN  quadrilateral  ...      97.80 $\\pm$ 0.07   97.97 $\\pm$ 0.14\n","9              R-CNN         square  ...      98.11 $\\pm$ 0.07   97.62 $\\pm$ 0.07\n","7              R-CNN         square  ...      98.38 $\\pm$ 0.06   97.97 $\\pm$ 0.07\n","11             R-CNN         square  ...      98.00 $\\pm$ 0.08   97.73 $\\pm$ 0.13\n","8              R-CNN  quadrilateral  ...      96.39 $\\pm$ 0.15   96.08 $\\pm$ 0.12\n","6              R-CNN  quadrilateral  ...      96.27 $\\pm$ 0.17   96.63 $\\pm$ 0.15\n","10             R-CNN  quadrilateral  ...      95.87 $\\pm$ 0.11   96.39 $\\pm$ 0.17\n","\n","[12 rows x 5 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"code","metadata":{"id":"hUopBqFJRLPc"},"source":[""],"execution_count":null,"outputs":[]}]}